klinux conf all K 2.7t 1999-11-04 Copyright (C) 1993-1999 Kx Systems Research. Not for commercial use. Renew 2035-01-01 Licensed to: new york university 3.608765 -6.889714 9.690143 Information gain, in order hhpt_cos_R 0.6929601 hhpt_cos_L 0.6277143 a_cos 0.5195518 rdrh_cos_L 0.4414332 prt_cos 0.4324963 h_cos 0.4137866 pct_cos 0.4089611 tmtf_cos_L 0.4023629 dist_to_ground_R 0.3917107 t_cos 0.3842518 t_sin 0.3842518 pc_cos 0.3833063 pctt_cos 0.3727981 dist_to_ground_L 0.3712724 rdrh_cos_R 0.3673692 tmtf_cos_R 0.3556993 pltt_cos 0.3494961 nearest_marker_order_L 0.3470448 plt_cos 0.34246 at_cos 0.3363017 prtt_cos 0.3344504 alr_cos 0.3337508 Nhhp_Nffp 0.3291809 nearest_marker_order_R 0.3063871 th_cos 0.2814294 dist_from_window_R 0.2793361 hhp_cos 0.2730723 dist_to_nearest_marker_R 0.2593948 dist_from_window_L 0.251415 hh_fft_cos 0.2437618 dist_to_nearest_marker_L 0.2279593 Here are the attributes of interest: nearest_marker_order_R dist_to_nearest_marker_R nearest_marker_order_L dist_to_nearest_marker_L dist_to_ground_R dist_to_ground_L dist_from_window_R dist_from_window_L rdrh_cos_R rdrh_cos_L hhpt_cos_R hhpt_cos_L tmtf_cos_R tmtf_cos_L a_cos t_cos pc_cos pct_cos prt_cos plt_cos pctt_cos prtt_cos pltt_cos h_cos at_cos th_cos alr_cos hh_fft_cos hhp_cos Nhhp_Nffp t_sin L1: Is hhpt_cos_R > -0.401955? (yes=L2 and no=L3) L2: Is rdrh_cos_R > -0.587853? (yes=L4 and no=L5) L4: Is tmtf_cos_L > 0.521374? (yes=L6 and no=L7) L6: Is pct_cos > -0.716099? (yes=L8 and no=L9) L8: nothing = 1 L9: lyingdown = 210 L7: Is rdrh_cos_L > -0.7646? (yes=L10 and no=L11) L10: Is plt_cos > -0.996548? (yes=L12 and no=L13) L12: nothing = 98 L13: headtouching = 2 nothing = 4 L11: Is tmtf_cos_R > -0.888935? (yes=L14 and no=L15) L14: tiptoe = 7 headtouching = 1 L15: headtouching = 15 nothing = 10 L5: Is prtt_cos > -0.935249? (yes=L16 and no=L17) L16: Is dist_to_ground_L > -0.968919? (yes=L18 and no=L19) L18: nothing = 15 L19: bending = 1 L17: Is hhpt_cos_L > -0.23406? (yes=L20 and no=L21) L20: Is dist_from_window_L > 0.239404? (yes=L22 and no=L23) L22: tpose = 77 nothing = 11 L23: tpose = 427 L21: Is dist_from_window_R > 0? (yes=L24 and no=L25) L24: nothing = 7 L25: tpose = 2 L3: Is prt_cos > -0.958028? (yes=L26 and no=L27) L26: Is dist_to_ground_L > -0.518669? (yes=L28 and no=L29) L28: Is h_cos > 0.834509? (yes=L30 and no=L31) L30: Is a_cos > 0.985961? (yes=L32 and no=L33) L32: leaning = 11 walking = 3 bending = 11 twisting = 9 nothing = 26 L33: leaning = 73 L31: Is Nhhp_Nffp > -0.96709? (yes=L34 and no=L35) L34: bending = 97 walking = 3 nothing = 30 L35: walking = 50 bending = 19 nothing = 4 L29: Is pc_cos > -0.997281? (yes=L36 and no=L37) L36: bending = 255 L37: nothing = 1 L27: Is a_cos > 0.993745? (yes=L38 and no=L39) L38: Is dist_to_ground_L > 3.282498? (yes=L40 and no=L41) L40: Is dist_to_ground_R > 5.111785? (yes=L42 and no=L43) L42: tiptoe = 40 L43: tiptoe = 8 nothing = 12 L41: Is hh_fft_cos > 0.004819? (yes=L44 and no=L45) L44: tiptoe = 8 leaning = 11 walking = 4 nothing = 418 L45: tiptoe = 1 walking = 10 leaning = 13 bending = 15 twisting = 13 nothing = 46 L39: Is h_cos > 0.961532? (yes=L46 and no=L47) L46: Is rdrh_cos_R > -0.569281? (yes=L48 and no=L49) L48: leaning = 35 tiptoe = 6 bending = 5 nothing = 96 L49: leaning = 165 tiptoe = 2 bending = 13 nothing = 13 L47: Is dist_from_window_L > 11.3537? (yes=L50 and no=L51) L50: walking = 35 leaning = 5 L51: walking = 21 bending = 54 twisting = 4 leaning = 1 nothing = 62 Training set error: 0.1371341 L1: Is hhpt_cos_R > -0.401955? (yes=L2 and no=L3) L2: Is rdrh_cos_R > -0.587853? (yes=L4 and no=L5) L4: Is tmtf_cos_L > 0.521374? (yes=L6 and no=L7) L6: Is pct_cos > -0.716099? (yes=L8 and no=L9) L8: nothing = 1 L9: lyingdown = 184 L7: Is rdrh_cos_L > -0.7646? (yes=L10 and no=L11) L10: Is plt_cos > -0.996548? (yes=L12 and no=L13) L12: nothing = 89 L13: headtouching = 2 nothing = 3 L11: Is tmtf_cos_R > -0.888935? (yes=L14 and no=L15) L14: tiptoe = 6 headtouching = 1 L15: nothing = 10 headtouching = 14 L5: Is prtt_cos > -0.935413? (yes=L16 and no=L17) L16: Is dist_to_ground_L > -0.968919? (yes=L18 and no=L19) L18: nothing = 15 L19: bending = 1 L17: Is hhpt_cos_L > -0.23406? (yes=L20 and no=L21) L20: Is dist_from_window_L > 0.239404? (yes=L22 and no=L23) L22: tpose = 70 nothing = 10 L23: tpose = 388 L21: Is dist_from_window_R > 0? (yes=L24 and no=L25) L24: nothing = 7 L25: tpose = 1 L3: Is hh_fft_cos > 0.019652? (yes=L26 and no=L27) L26: Is a_cos > 0.990073? (yes=L28 and no=L29) L28: Is dist_to_ground_L > 3.12295? (yes=L30 and no=L31) L30: Is dist_to_ground_R > 2.918411? (yes=L32 and no=L33) L32: nothing = 4 tiptoe = 46 L33: nothing = 5 leaning = 6 walking = 6 tiptoe = 1 L31: Is h_cos > 0.940199? (yes=L34 and no=L35) L34: nothing = 464 tiptoe = 10 leaning = 36 bending = 1 L35: walking = 11 nothing = 7 L29: Is hhp_cos > -0.175064? (yes=L36 and no=L37) L36: Is rdrh_cos_R > -0.210005? (yes=L38 and no=L39) L38: nothing = 25 leaning = 25 bending = 3 tiptoe = 2 L39: leaning = 147 nothing = 7 L37: Is pc_cos > -0.997836? (yes=L40 and no=L41) L40: bending = 52 nothing = 6 walking = 1 L41: walking = 11 L27: Is prt_cos > -0.986651? (yes=L42 and no=L43) L42: Is dist_to_ground_L > 0.009087? (yes=L44 and no=L45) L44: Is prtt_cos > -0.884409? (yes=L46 and no=L47) L46: nothing = 12 bending = 35 leaning = 9 L47: walking = 48 nothing = 33 bending = 8 L45: Is prtt_cos > -0.98062? (yes=L48 and no=L49) L48: bending = 309 nothing = 16 walking = 15 leaning = 3 L49: twisting = 22 bending = 12 L43: Is th_cos > 0.983292? (yes=L50 and no=L51) L50: Is a_cos > 0.994728? (yes=L52 and no=L53) L52: nothing = 3 bending = 2 L53: leaning = 55 L51: Is nearest_marker_order_R > 4? (yes=L54 and no=L55) L54: nothing = 40 L55: nothing = 13 walking = 21 tiptoe = 2 Training set error: 0.1121575 Test set error: 0.1615385 L1: Is hhpt_cos_R > -0.401955? (yes=L2 and no=L3) L2: Is rdrh_cos_R > -0.587853? (yes=L4 and no=L5) L4: Is tmtf_cos_L > 0.521374? (yes=L6 and no=L7) L6: Is pct_cos > -0.716099? (yes=L8 and no=L9) L8: nothing = 1 L9: lyingdown = 198 L7: Is rdrh_cos_L > -0.7646? (yes=L10 and no=L11) L10: Is plt_cos > -0.996753? (yes=L12 and no=L13) L12: nothing = 91 L13: nothing = 2 headtouching = 1 L11: Is tmtf_cos_R > -0.888935? (yes=L14 and no=L15) L14: tiptoe = 7 headtouching = 1 L15: headtouching = 15 nothing = 9 L5: Is dist_to_ground_R > 0.617008? (yes=L16 and no=L17) L16: Is hh_fft_cos > 0.086691? (yes=L18 and no=L19) L18: Is dist_to_nearest_marker_R > 18.9631? (yes=L20 and no=L21) L20: nothing = 14 L21: tpose = 1 L19: Is dist_to_nearest_marker_R > 18.9631? (yes=L22 and no=L23) L22: tpose = 4 L23: bending = 1 L17: Is pctt_cos > -0.999008? (yes=L24 and no=L25) L24: Is hhpt_cos_L > -0.30441? (yes=L26 and no=L27) L26: tpose = 428 nothing = 1 L27: nothing = 1 L25: Is dist_to_ground_L > 0.005688? (yes=L28 and no=L29) L28: tpose = 19 L29: nothing = 11 tpose = 3 L3: Is prt_cos > -0.958028? (yes=L30 and no=L31) L30: Is dist_to_ground_L > -0.518669? (yes=L32 and no=L33) L32: Is h_cos > 0.841847? (yes=L34 and no=L35) L34: Is a_cos > 0.985961? (yes=L36 and no=L37) L36: nothing = 24 leaning = 7 twisting = 9 bending = 10 walking = 2 L37: leaning = 64 L35: Is Nhhp_Nffp > -0.96709? (yes=L38 and no=L39) L38: bending = 91 nothing = 28 walking = 2 L39: walking = 46 bending = 15 nothing = 3 L33: Is pc_cos > -0.997281? (yes=L40 and no=L41) L40: bending = 229 L41: nothing = 1 L31: Is a_cos > 0.993745? (yes=L42 and no=L43) L42: Is dist_to_ground_R > 4.205252? (yes=L44 and no=L45) L44: Is dist_to_ground_L > 1.908781? (yes=L46 and no=L47) L46: tiptoe = 40 nothing = 2 L47: walking = 4 nothing = 5 leaning = 1 L45: Is hh_fft_cos > 0.004819? (yes=L48 and no=L49) L48: nothing = 372 tiptoe = 10 leaning = 8 L49: bending = 13 twisting = 13 nothing = 45 leaning = 8 walking = 10 L43: Is h_cos > 0.961532? (yes=L50 and no=L51) L50: Is rdrh_cos_R > -0.569281? (yes=L52 and no=L53) L52: nothing = 87 tiptoe = 6 leaning = 29 bending = 4 L53: bending = 10 leaning = 152 nothing = 12 tiptoe = 2 L51: Is dist_from_window_L > 11.3537? (yes=L54 and no=L55) L54: walking = 32 leaning = 5 L55: nothing = 56 bending = 47 walking = 19 leaning = 1 twisting = 4 Training set error: 0.1279966 Test set error: 0.1923077 L1: Is hhpt_cos_R > -0.401955? (yes=L2 and no=L3) L2: Is rdrh_cos_R > -0.587853? (yes=L4 and no=L5) L4: Is tmtf_cos_L > 0.521374? (yes=L6 and no=L7) L6: Is pct_cos > -0.716099? (yes=L8 and no=L9) L8: nothing = 1 L9: lyingdown = 189 L7: Is rdrh_cos_L > -0.7646? (yes=L10 and no=L11) L10: Is plt_cos > -0.996548? (yes=L12 and no=L13) L12: nothing = 88 L13: nothing = 4 headtouching = 2 L11: Is Nhhp_Nffp > -0.9525? (yes=L14 and no=L15) L14: tiptoe = 6 headtouching = 13 L15: nothing = 9 headtouching = 3 L5: Is prtt_cos > -0.935249? (yes=L16 and no=L17) L16: Is dist_to_ground_L > -0.968919? (yes=L18 and no=L19) L18: nothing = 13 L19: bending = 1 L17: Is hhpt_cos_L > -0.23406? (yes=L20 and no=L21) L20: Is dist_from_window_L > 0.251365? (yes=L22 and no=L23) L22: tpose = 64 nothing = 9 L23: tpose = 388 L21: Is dist_from_window_R > 0? (yes=L24 and no=L25) L24: nothing = 7 L25: tpose = 2 L3: Is prt_cos > -0.958028? (yes=L26 and no=L27) L26: Is dist_to_ground_L > -0.483507? (yes=L28 and no=L29) L28: Is h_cos > 0.834509? (yes=L30 and no=L31) L30: Is a_cos > 0.985961? (yes=L32 and no=L33) L32: bending = 8 leaning = 8 nothing = 20 twisting = 8 walking = 3 L33: leaning = 63 L31: Is pc_cos > -0.743806? (yes=L34 and no=L35) L34: nothing = 23 L35: walking = 47 bending = 107 nothing = 9 L29: Is pc_cos > -0.997281? (yes=L36 and no=L37) L36: bending = 239 L37: nothing = 1 L27: Is a_cos > 0.993745? (yes=L38 and no=L39) L38: Is dist_to_ground_L > 3.801981? (yes=L40 and no=L41) L40: Is alr_cos > 0.246395? (yes=L42 and no=L43) L42: nothing = 4 L43: tiptoe = 42 nothing = 1 L41: Is hh_fft_cos > 0.004819? (yes=L44 and no=L45) L44: nothing = 377 tiptoe = 10 walking = 4 leaning = 11 L45: leaning = 12 bending = 14 nothing = 43 twisting = 12 walking = 10 tiptoe = 1 L39: Is h_cos > 0.961532? (yes=L46 and no=L47) L46: Is rdrh_cos_R > -0.569281? (yes=L48 and no=L49) L48: nothing = 86 leaning = 34 bending = 3 tiptoe = 6 L49: leaning = 146 nothing = 12 bending = 10 tiptoe = 2 L47: Is dist_from_window_L > 11.3537? (yes=L50 and no=L51) L50: leaning = 5 walking = 30 L51: walking = 19 nothing = 56 bending = 47 twisting = 4 Training set error: 0.1369863 Test set error: 0.1423077 L1: Is hhpt_cos_R > -0.401955? (yes=L2 and no=L3) L2: Is rdrh_cos_R > -0.587853? (yes=L4 and no=L5) L4: Is tmtf_cos_L > 0.521374? (yes=L6 and no=L7) L6: Is pct_cos > -0.716099? (yes=L8 and no=L9) L8: nothing = 1 L9: lyingdown = 193 L7: Is rdrh_cos_L > -0.7646? (yes=L10 and no=L11) L10: Is plt_cos > -0.996548? (yes=L12 and no=L13) L12: nothing = 92 L13: nothing = 3 headtouching = 2 L11: Is dist_from_window_L > 2.108103? (yes=L14 and no=L15) L14: nothing = 8 headtouching = 3 L15: tiptoe = 4 headtouching = 13 L5: Is prtt_cos > -0.935413? (yes=L16 and no=L17) L16: Is dist_to_ground_L > -0.968919? (yes=L18 and no=L19) L18: nothing = 15 L19: bending = 1 L17: Is pctt_cos > -0.999008? (yes=L20 and no=L21) L20: Is dist_from_window_R > 4.998629? (yes=L22 and no=L23) L22: nothing = 4 tpose = 2 L23: tpose = 417 nothing = 2 L21: Is pltt_cos > -0.986785? (yes=L24 and no=L25) L24: nothing = 10 tpose = 3 L25: tpose = 19 L3: Is prt_cos > -0.958028? (yes=L26 and no=L27) L26: Is dist_to_ground_L > -0.518669? (yes=L28 and no=L29) L28: Is h_cos > 0.834509? (yes=L30 and no=L31) L30: Is hh_fft_cos > -0.026322? (yes=L32 and no=L33) L32: nothing = 22 leaning = 76 bending = 1 L33: twisting = 8 bending = 9 walking = 3 L31: Is Nhhp_Nffp > -0.96709? (yes=L34 and no=L35) L34: bending = 87 nothing = 25 walking = 3 L35: walking = 45 bending = 18 nothing = 4 L29: Is pc_cos > -0.997281? (yes=L36 and no=L37) L36: bending = 231 L37: nothing = 1 L27: Is a_cos > 0.993745? (yes=L38 and no=L39) L38: Is dist_to_ground_L > 3.282498? (yes=L40 and no=L41) L40: Is plt_cos > -0.968582? (yes=L42 and no=L43) L42: nothing = 8 L43: tiptoe = 43 nothing = 3 L41: Is hh_fft_cos > 0.004819? (yes=L44 and no=L45) L44: nothing = 375 leaning = 8 tiptoe = 7 walking = 2 L45: walking = 9 nothing = 41 twisting = 12 bending = 14 leaning = 13 tiptoe = 1 L39: Is h_cos > 0.961436? (yes=L46 and no=L47) L46: Is rdrh_cos_R > -0.569281? (yes=L48 and no=L49) L48: nothing = 88 leaning = 35 bending = 5 tiptoe = 6 L49: bending = 13 leaning = 148 tiptoe = 2 nothing = 12 L47: Is dist_from_window_L > 11.3537? (yes=L50 and no=L51) L50: walking = 35 leaning = 5 L51: nothing = 55 bending = 47 walking = 19 leaning = 1 twisting = 4 Training set error: 0.1361301 Test set error: 0.1461538 L1: Is hhpt_cos_R > -0.401955? (yes=L2 and no=L3) L2: Is rdrh_cos_R > -0.587853? (yes=L4 and no=L5) L4: Is tmtf_cos_L > 0.521374? (yes=L6 and no=L7) L6: Is pct_cos > -0.716099? (yes=L8 and no=L9) L8: nothing = 1 L9: lyingdown = 188 L7: Is rdrh_cos_L > -0.7646? (yes=L10 and no=L11) L10: Is plt_cos > -0.996548? (yes=L12 and no=L13) L12: nothing = 85 L13: headtouching = 2 nothing = 2 L11: Is tmtf_cos_R > -0.889163? (yes=L14 and no=L15) L14: tiptoe = 7 headtouching = 1 L15: headtouching = 13 nothing = 8 L5: Is prtt_cos > -0.935249? (yes=L16 and no=L17) L16: Is dist_to_ground_L > -0.968919? (yes=L18 and no=L19) L18: nothing = 15 L19: bending = 1 L17: Is pctt_cos > -0.999008? (yes=L20 and no=L21) L20: Is dist_from_window_R > 0.757227? (yes=L22 and no=L23) L22: tpose = 11 nothing = 4 L23: tpose = 428 nothing = 2 L21: Is pltt_cos > -0.986785? (yes=L24 and no=L25) L24: nothing = 11 tpose = 1 L25: tpose = 21 L3: Is a_cos > 0.990766? (yes=L26 and no=L27) L26: Is hh_fft_cos > 0.014003? (yes=L28 and no=L29) L28: Is dist_to_ground_L > 3.61558? (yes=L30 and no=L31) L30: Is dist_to_ground_R > 3.95043? (yes=L32 and no=L33) L32: tiptoe = 42 nothing = 4 L33: nothing = 4 leaning = 3 walking = 5 tiptoe = 1 L31: Is h_cos > 0.852557? (yes=L34 and no=L35) L34: nothing = 464 leaning = 29 tiptoe = 11 walking = 1 bending = 1 L35: walking = 10 L29: Is th_cos > 0.983292? (yes=L36 and no=L37) L36: Is pct_cos > -0.994029? (yes=L38 and no=L39) L38: bending = 56 twisting = 24 L39: leaning = 56 bending = 6 nothing = 4 L37: Is hhp_cos > -0.071146? (yes=L40 and no=L41) L40: nothing = 49 tiptoe = 2 bending = 8 leaning = 1 L41: nothing = 19 walking = 24 L27: Is dist_to_ground_L > 0.015462? (yes=L42 and no=L43) L42: Is h_cos > 0.837678? (yes=L44 and no=L45) L44: Is rdrh_cos_L > -0.353853? (yes=L46 and no=L47) L46: nothing = 23 leaning = 7 tiptoe = 2 L47: leaning = 169 nothing = 17 walking = 5 L45: Is at_cos > 0.983933? (yes=L48 and no=L49) L48: walking = 48 bending = 8 nothing = 17 L49: nothing = 24 bending = 46 walking = 4 L43: Is hh_fft_cos > 0.065394? (yes=L50 and no=L51) L50: Is pct_cos > -0.969549? (yes=L52 and no=L53) L52: bending = 27 L53: nothing = 6 leaning = 16 L51: Is dist_from_window_R > 13.05831? (yes=L54 and no=L55) L54: walking = 11 nothing = 1 L55: bending = 270 nothing = 5 walking = 5 Training set error: 0.1014555 Test set error: 0.1538462 L1: Is hhpt_cos_R > -0.401955? (yes=L2 and no=L3) L2: Is rdrh_cos_R > -0.587853? (yes=L4 and no=L5) L4: Is tmtf_cos_L > 0.521374? (yes=L6 and no=L7) L6: Is pct_cos > -0.716099? (yes=L8 and no=L9) L8: nothing = 1 L9: lyingdown = 203 L7: Is rdrh_cos_L > -0.771976? (yes=L10 and no=L11) L10: Is dist_to_nearest_marker_R > 15.68552? (yes=L12 and no=L13) L12: nothing = 87 L13: nothing = 8 headtouching = 2 L11: Is plt_cos > -0.993741? (yes=L14 and no=L15) L14: nothing = 3 headtouching = 12 L15: nothing = 3 tiptoe = 7 L5: Is dist_to_ground_R > 1.05505? (yes=L16 and no=L17) L16: nothing = 14 L17: Is pctt_cos > -0.999008? (yes=L18 and no=L19) L18: Is hh_fft_cos > 0.14845? (yes=L20 and no=L21) L20: nothing = 4 tpose = 5 L21: tpose = 421 nothing = 2 L19: Is pltt_cos > -0.986785? (yes=L22 and no=L23) L22: nothing = 11 tpose = 2 L23: tpose = 19 L3: Is pct_cos > -0.983919? (yes=L24 and no=L25) L24: Is dist_to_ground_L > -1.007161? (yes=L26 and no=L27) L26: Is alr_cos > 0.184181? (yes=L28 and no=L29) L28: Is plt_cos > -0.983651? (yes=L30 and no=L31) L30: twisting = 25 nothing = 74 bending = 4 L31: leaning = 28 L29: Is h_cos > 0.900522? (yes=L32 and no=L33) L32: nothing = 11 leaning = 15 bending = 11 L33: nothing = 17 walking = 87 bending = 161 L27: bending = 161 L25: Is a_cos > 0.993745? (yes=L34 and no=L35) L34: Is dist_to_ground_L > 3.282498? (yes=L36 and no=L37) L36: Is prtt_cos > -0.922462? (yes=L38 and no=L39) L38: nothing = 4 L39: tiptoe = 43 nothing = 2 L37: Is hh_fft_cos > 0.029279? (yes=L40 and no=L41) L40: nothing = 347 tiptoe = 6 leaning = 9 L41: nothing = 55 bending = 20 walking = 4 leaning = 15 tiptoe = 2 twisting = 1 L35: Is hh_fft_cos > 0.068308? (yes=L42 and no=L43) L42: Is rdrh_cos_R > -0.569281? (yes=L44 and no=L45) L44: nothing = 67 leaning = 35 tiptoe = 6 L45: leaning = 129 nothing = 16 tiptoe = 2 L43: Is pc_cos > -0.9936? (yes=L46 and no=L47) L46: bending = 57 leaning = 5 nothing = 2 L47: leaning = 48 nothing = 34 walking = 24 bending = 5 Training set error: 0.1536815 Test set error: 0.1923077 L1: Is hhpt_cos_R > -0.401955? (yes=L2 and no=L3) L2: Is rdrh_cos_R > -0.587853? (yes=L4 and no=L5) L4: Is tmtf_cos_L > 0.521374? (yes=L6 and no=L7) L6: Is pct_cos > -0.716099? (yes=L8 and no=L9) L8: nothing = 1 L9: lyingdown = 189 L7: Is rdrh_cos_L > -0.7646? (yes=L10 and no=L11) L10: Is plt_cos > -0.996753? (yes=L12 and no=L13) L12: nothing = 84 L13: headtouching = 1 nothing = 2 L11: Is tmtf_cos_R > -0.888935? (yes=L14 and no=L15) L14: tiptoe = 7 headtouching = 1 L15: headtouching = 14 nothing = 9 L5: Is prtt_cos > -0.935249? (yes=L16 and no=L17) L16: Is dist_to_ground_L > -0.968919? (yes=L18 and no=L19) L18: nothing = 14 L19: bending = 1 L17: Is dist_from_window_L > 0.144266? (yes=L20 and no=L21) L20: Is th_cos > 0.966193? (yes=L22 and no=L23) L22: tpose = 86 nothing = 5 L23: nothing = 10 tpose = 4 L21: Is hhpt_cos_L > -0.253855? (yes=L24 and no=L25) L24: tpose = 361 L25: nothing = 2 tpose = 2 L3: Is prt_cos > -0.958028? (yes=L26 and no=L27) L26: Is dist_to_ground_L > -0.518669? (yes=L28 and no=L29) L28: Is h_cos > 0.834509? (yes=L30 and no=L31) L30: Is t_cos > 0.965901? (yes=L32 and no=L33) L32: leaning = 5 nothing = 20 bending = 9 twisting = 8 walking = 2 L33: leaning = 71 nothing = 2 L31: Is Nhhp_Nffp > -0.96709? (yes=L34 and no=L35) L34: bending = 88 nothing = 26 walking = 2 L35: bending = 18 walking = 47 nothing = 4 L29: Is pc_cos > -0.997281? (yes=L36 and no=L37) L36: bending = 235 L37: nothing = 1 L27: Is a_cos > 0.993963? (yes=L38 and no=L39) L38: Is dist_to_ground_L > 3.282498? (yes=L40 and no=L41) L40: Is plt_cos > -0.968582? (yes=L42 and no=L43) L42: nothing = 7 L43: tiptoe = 46 nothing = 3 L41: Is hh_fft_cos > 0.004819? (yes=L44 and no=L45) L44: nothing = 362 walking = 4 leaning = 9 tiptoe = 6 L45: leaning = 7 tiptoe = 1 nothing = 40 bending = 14 twisting = 13 walking = 9 L39: Is h_cos > 0.961532? (yes=L46 and no=L47) L46: Is rdrh_cos_R > -0.556248? (yes=L48 and no=L49) L48: leaning = 34 nothing = 95 tiptoe = 7 bending = 5 L49: nothing = 13 leaning = 147 tiptoe = 1 bending = 11 L47: Is dist_from_window_L > 11.3537? (yes=L50 and no=L51) L50: walking = 29 leaning = 5 L51: nothing = 63 bending = 49 walking = 21 twisting = 3 leaning = 1 Training set error: 0.1344178 Test set error: 0.1269231 L1: Is hhpt_cos_R > -0.412559? (yes=L2 and no=L3) L2: Is rdrh_cos_R > -0.587853? (yes=L4 and no=L5) L4: Is tmtf_cos_L > 0.521374? (yes=L6 and no=L7) L6: Is pct_cos > -0.716099? (yes=L8 and no=L9) L8: nothing = 1 L9: lyingdown = 187 L7: Is rdrh_cos_L > -0.7646? (yes=L10 and no=L11) L10: Is pc_cos > -0.999892? (yes=L12 and no=L13) L12: nothing = 87 L13: nothing = 4 headtouching = 2 L11: Is tmtf_cos_R > -0.888935? (yes=L14 and no=L15) L14: tiptoe = 7 L15: headtouching = 12 nothing = 9 L5: Is tmtf_cos_R > -0.888021? (yes=L16 and no=L17) L16: Is h_cos > 0.996354? (yes=L18 and no=L19) L18: tpose = 3 L19: Is dist_to_ground_L > -0.968919? (yes=L20 and no=L21) L20: nothing = 16 L21: bending = 1 L17: Is pctt_cos > -0.999008? (yes=L22 and no=L23) L22: Is hhpt_cos_L > -0.253855? (yes=L24 and no=L25) L24: tpose = 438 nothing = 1 L25: nothing = 2 L23: Is prtt_cos > -0.980281? (yes=L26 and no=L27) L26: nothing = 11 tpose = 2 L27: tpose = 19 L3: Is hh_fft_cos > 0.021236? (yes=L28 and no=L29) L28: Is a_cos > 0.990766? (yes=L30 and no=L31) L30: Is dist_to_ground_R > 4.287969? (yes=L32 and no=L33) L32: Is dist_to_ground_L > 2.285493? (yes=L34 and no=L35) L34: tiptoe = 43 nothing = 4 L35: nothing = 7 walking = 8 leaning = 9 L33: Is th_cos > 0.927047? (yes=L36 and no=L37) L36: nothing = 447 leaning = 25 tiptoe = 9 walking = 1 bending = 1 L37: walking = 7 L31: Is hhp_cos > -0.153613? (yes=L38 and no=L39) L38: Is rdrh_cos_L > -0.379191? (yes=L40 and no=L41) L40: leaning = 11 nothing = 24 tiptoe = 4 L41: leaning = 172 bending = 3 nothing = 18 L39: Is alr_cos > -0.02061? (yes=L42 and no=L43) L42: bending = 49 nothing = 8 L43: walking = 15 bending = 2 nothing = 2 L29: Is prt_cos > -0.985122? (yes=L44 and no=L45) L44: Is dist_to_ground_L > 0.015462? (yes=L46 and no=L47) L46: Is prtt_cos > -0.884409? (yes=L48 and no=L49) L48: bending = 35 leaning = 10 nothing = 14 L49: walking = 42 nothing = 34 bending = 8 L47: Is prtt_cos > -0.98062? (yes=L50 and no=L51) L50: bending = 307 nothing = 13 walking = 15 leaning = 3 L51: twisting = 25 bending = 8 L45: Is dist_to_ground_L > -0.563411? (yes=L52 and no=L53) L52: Is rdrh_cos_R > -0.761442? (yes=L54 and no=L55) L54: walking = 28 nothing = 21 tiptoe = 3 L55: nothing = 34 L53: Is pc_cos > -0.996099? (yes=L56 and no=L57) L56: leaning = 56 nothing = 1 L57: bending = 4 nothing = 4 Training set error: 0.1074486 Test set error: 0.1461538 L1: Is hhpt_cos_R > -0.380563? (yes=L2 and no=L3) L2: Is rdrh_cos_R > -0.587853? (yes=L4 and no=L5) L4: Is tmtf_cos_L > 0.521374? (yes=L6 and no=L7) L6: Is pct_cos > -0.716099? (yes=L8 and no=L9) L8: nothing = 1 L9: lyingdown = 189 L7: Is rdrh_cos_L > -0.7646? (yes=L10 and no=L11) L10: Is plt_cos > -0.996548? (yes=L12 and no=L13) L12: nothing = 86 L13: nothing = 4 headtouching = 2 L11: Is tmtf_cos_R > -0.888935? (yes=L14 and no=L15) L14: tiptoe = 6 L15: headtouching = 13 nothing = 8 L5: Is dist_to_ground_R > 0.617008? (yes=L16 and no=L17) L16: Is hh_fft_cos > 0.086691? (yes=L18 and no=L19) L18: nothing = 17 L19: Is dist_to_nearest_marker_R > 18.9631? (yes=L20 and no=L21) L20: tpose = 5 L21: bending = 1 nothing = 1 L17: Is pctt_cos > -0.999008? (yes=L22 and no=L23) L22: Is hh_fft_cos > 0.14845? (yes=L24 and no=L25) L24: tpose = 3 nothing = 1 L25: tpose = 422 L23: Is pltt_cos > -0.986785? (yes=L26 and no=L27) L26: nothing = 10 tpose = 3 L27: tpose = 18 L3: Is hh_fft_cos > 0.019652? (yes=L28 and no=L29) L28: Is a_cos > 0.990766? (yes=L30 and no=L31) L30: Is dist_to_ground_R > 4.287969? (yes=L32 and no=L33) L32: Is dist_to_ground_L > 2.285493? (yes=L34 and no=L35) L34: tiptoe = 42 nothing = 2 L35: nothing = 6 walking = 9 leaning = 9 L33: Is th_cos > 0.927047? (yes=L36 and no=L37) L36: nothing = 466 leaning = 25 tiptoe = 9 bending = 1 L37: walking = 8 L31: Is hhp_cos > -0.153613? (yes=L38 and no=L39) L38: Is rdrh_cos_R > 0.319802? (yes=L40 and no=L41) L40: nothing = 19 L41: tiptoe = 4 nothing = 25 leaning = 185 bending = 2 L39: Is alr_cos > -0.02061? (yes=L42 and no=L43) L42: bending = 47 nothing = 8 L43: walking = 14 nothing = 2 bending = 2 L29: Is prt_cos > -0.987825? (yes=L44 and no=L45) L44: Is dist_to_ground_L > 0.015462? (yes=L46 and no=L47) L46: Is prtt_cos > -0.884409? (yes=L48 and no=L49) L48: leaning = 9 bending = 35 nothing = 15 L49: walking = 45 nothing = 35 bending = 9 L47: Is prtt_cos > -0.98062? (yes=L50 and no=L51) L50: bending = 307 walking = 14 leaning = 4 nothing = 11 L51: twisting = 23 bending = 12 L45: Is th_cos > 0.983292? (yes=L52 and no=L53) L52: Is a_cos > 0.994728? (yes=L54 and no=L55) L54: bending = 3 nothing = 5 L55: leaning = 55 L53: Is nearest_marker_order_R > 4? (yes=L56 and no=L57) L56: nothing = 42 L57: nothing = 11 walking = 24 tiptoe = 2 Training set error: 0.1005993 Test set error: 0.1692308 L1: Is hhpt_cos_R > -0.401955? (yes=L2 and no=L3) L2: Is rdrh_cos_R > -0.587853? (yes=L4 and no=L5) L4: Is tmtf_cos_L > 0.521374? (yes=L6 and no=L7) L6: lyingdown = 185 L7: Is rdrh_cos_L > -0.7646? (yes=L8 and no=L9) L8: Is plt_cos > -0.996548? (yes=L10 and no=L11) L10: nothing = 86 L11: nothing = 4 headtouching = 2 L9: Is dist_to_ground_R > 5.482864? (yes=L12 and no=L13) L12: headtouching = 9 tiptoe = 6 L13: nothing = 10 headtouching = 3 L5: Is prtt_cos > -0.935413? (yes=L14 and no=L15) L14: Is dist_to_ground_L > -0.968919? (yes=L16 and no=L17) L16: nothing = 13 L17: bending = 1 L15: Is pctt_cos > -0.999008? (yes=L18 and no=L19) L18: Is dist_from_window_R > 9.17027? (yes=L20 and no=L21) L20: nothing = 3 L21: tpose = 439 nothing = 3 L19: Is dist_to_ground_L > 0.005688? (yes=L22 and no=L23) L22: tpose = 19 L23: nothing = 11 tpose = 2 L3: Is prt_cos > -0.958028? (yes=L24 and no=L25) L24: Is dist_to_ground_L > -0.483507? (yes=L26 and no=L27) L26: Is h_cos > 0.834509? (yes=L28 and no=L29) L28: Is a_cos > 0.985961? (yes=L30 and no=L31) L30: nothing = 25 leaning = 10 twisting = 7 bending = 7 walking = 3 L31: leaning = 63 L29: Is Nhhp_Nffp > -0.96709? (yes=L32 and no=L33) L32: nothing = 29 bending = 87 walking = 3 L33: walking = 48 nothing = 4 bending = 18 L27: bending = 234 L25: Is a_cos > 0.993745? (yes=L34 and no=L35) L34: Is dist_to_ground_L > 3.282498? (yes=L36 and no=L37) L36: Is dist_to_ground_R > 5.111785? (yes=L38 and no=L39) L38: tiptoe = 35 L39: nothing = 11 tiptoe = 8 L37: Is hh_fft_cos > 0.004819? (yes=L40 and no=L41) L40: nothing = 368 walking = 4 tiptoe = 8 leaning = 11 L41: nothing = 40 leaning = 11 twisting = 11 bending = 14 walking = 9 tiptoe = 1 L35: Is h_cos > 0.961532? (yes=L42 and no=L43) L42: Is rdrh_cos_R > -0.569281? (yes=L44 and no=L45) L44: nothing = 89 leaning = 32 bending = 4 tiptoe = 5 L45: leaning = 146 nothing = 13 tiptoe = 2 bending = 13 L43: Is dist_from_window_L > 11.3537? (yes=L46 and no=L47) L46: walking = 31 leaning = 5 L47: nothing = 58 bending = 47 walking = 21 twisting = 4 leaning = 1 Training set error: 0.1374144 Test set error: 0.1269231 exit Script done on Wed 03 May 2006 10:35:31 AM EDT